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Compare Claude Opus 4.8 and Claude Sonnet 5: Analytical Rigor vs Modern Agent Speed

Claude Opus 4.8 vs Claude Sonnet 5: which should I use?

Claude Sonnet 5 brings faster execution and lower pricing ($2.00/$10.00 per million tokens) for autonomous coding agents, while Claude Opus 4.8 offers 500K context and deep analytical reasoning ($5.00/$25.00 per million tokens). Verified 2026-09-07.

Verified 2026-09-07

Which tasks fit Claude Opus 4.8 and Claude Sonnet 5?

Best-fit task signals from the published model strengths; this is not a substitute for a controlled benchmark.

FactClaude Opus 4.8Claude Sonnet 5
Best fitComplex, multi-step tasks where Fable 5’s premium isn’t justified.Production workloads that need near-Opus quality with better speed and cost.
Reasoning modeAvailableAvailable

What does a Coding Agent workload cost with Claude Opus 4.8 and Claude Sonnet 5?

Modeled for Coding Agent: 20,000 input + 2,000 output tokens per task, 1 turn. This is a workload model, not a provider quote.

FactClaude Opus 4.8Claude Sonnet 5
Coding Agent / task$0.15 (modeled)$0.06 (modeled) (winner)
Input / output rate$5.00 / $25.00 per M$2.00 / $10.00 per M

How fast are Claude Opus 4.8 and Claude Sonnet 5?

Only non-estimated benchmark results are shown as measured.

FactClaude Opus 4.8Claude Sonnet 5
Measured throughput58 tokens/sUnavailable
Time to first token470 msUnavailable

How compatible are Claude Opus 4.8 and Claude Sonnet 5 with APIs?

Provider-level wire-format and SDK facts; model-specific parameter differences may still apply.

FactClaude Opus 4.8Claude Sonnet 5
OpenAI SDKNot drop-inNot drop-in
Request shapeMessages API — system prompt is a top-level field, not a message role, and max_tokens is required on every call.Messages API — system prompt is a top-level field, not a message role, and max_tokens is required on every call.
StreamingSSE (Anthropic content-block events)SSE (Anthropic content-block events)

What are the privacy and retention policies for Claude Opus 4.8 and Claude Sonnet 5?

Provider policy and residency facts from the verified provider registry. A missing retention policy is not treated as a guarantee.

FactClaude Opus 4.8Claude Sonnet 5
Provider says API data trains modelsNoNo
Published retention periodUnavailableUnavailable
Data residencyUnavailableUnavailable

How much effort does it take to migrate between Claude Opus 4.8 and Claude Sonnet 5?

Direction is from each displayed model to the other. Effort is derived from provider compatibility and published parameter maps.

FactClaude Opus 4.8Claude Sonnet 5
Move Claude Opus 4.8 → Claude Sonnet 5drop-in; 0 breaking parameter differencesTarget: Claude Sonnet 5
Move Claude Sonnet 5 → Claude Opus 4.8Source: Claude Sonnet 5drop-in; 0 breaking parameter differences
WhySame provider; only the model identifier changes.Same provider; only the model identifier changes.

Batch 52 · exact pair decision and evidence contributions. Surface verification: 2026-09-01. These three boards are server-rendered from frozen fixtures; assumptions and unavailable joins are not observations.

Exact pair boundary: requested models are claude-opus-4-8 and claude-sonnet-5. A broad provider, pricing, task, or rate-limit verdict is out of scope.

Opus-4.8-to-Sonnet-5 contract delta register

Frozen Batch 52 fixture board. Formula / decision rule: parity = exact host + parameter + accepted value + response field + reserve; unknown => probe before migration Boundary: This register proves pair-specific replacement readiness; model pages retain standalone contract facts.

Frozen fixture / field IDJoined fields and evidenceOutputState
batch52-claude-opus-4-8-vs-claude-sonnet-5-m1-r1
plain text
host=api.anthropic.com; old=claude-opus-4-8; new=claude-sonnet-5; response=content blocks; effort=matchedparity=conditional until exact response-field probeCONDITIONAL — probe response contract
batch52-claude-opus-4-8-vs-claude-sonnet-5-m1-r2
extended reasoning
old/new=exact; control=thinking budget; effort=declared; response=thinking+answer fieldsdo not silently drop or rename the thinking controlCONDITIONAL — control probe required
batch52-claude-opus-4-8-vs-claude-sonnet-5-m1-r3
strict JSON
response_format/schema=declared; schema hash=required; old/new support=Unresolvedschema parity=Unavailable; preserve old routeUNAVAILABLE — schema support join
batch52-claude-opus-4-8-vs-claude-sonnet-5-m1-r4
parallel tools
tools=parallel; tool schema hash=declared; call IDs=required; side_effects=read-onlyparity requires per-call order, IDs, and schema validationCONDITIONAL — replay probe
batch52-claude-opus-4-8-vs-claude-sonnet-5-m1-r5
800K context
input=800K; output reserve=declared; exact context ceilings=host/version joinadmission=Unavailable until both ceilings and accounting joinUNAVAILABLE — context reserve
batch52-claude-opus-4-8-vs-claude-sonnet-5-m1-r6
provider-gateway
host=gateway; requested=Opus/Sonnet; effective ID=Unknown; parameter map=host-localgateway cannot inherit direct Anthropic parityFAIL CLOSED — host identity

Provenance: Batch 52 claude-opus-4-8-vs-claude-sonnet-5, first-party evidence, surface verification date 2026-09-01. Anthropic Claude model documentation. Missing joins fail closed.

Replacement-evidence crosswalk

Frozen Batch 52 fixture board. Formula / decision rule: decision weight applies only when source + task + version + effort/tools + denominator match; asymmetric coverage => no aggregate verdict Boundary: Launch evidence and provider claims do not substitute for a workload-owned replacement observation.

Frozen fixture / field IDJoined fields and evidenceOutputState
batch52-claude-opus-4-8-vs-claude-sonnet-5-m2-r1
shared coding evaluation
source=first-party/independent; task=coding; version=same required; effort/tools=same; n=required; Opus/Sonnet=missingcomparable delta=UnavailableUNAVAILABLE — values/denominator missing
batch52-claude-opus-4-8-vs-claude-sonnet-5-m2-r2
shared agent evaluation
source=paired run required; task=agent; version/settings/tools=exact; side_effects=containedweight only after both effective responses validateCONDITIONAL — paired run required
batch52-claude-opus-4-8-vs-claude-sonnet-5-m2-r3
mismatched benchmark version
Opus=revA; Sonnet=revB; effort=unknown; sample=not alignedexclude from aggregate replacement verdictNOT COMPARABLE — revision mismatch
batch52-claude-opus-4-8-vs-claude-sonnet-5-m2-r4
provider-only score
source=Anthropic claim; model=Sonnet 5; Opus row=missing; judge/denominator=Unavailableretain as provider claim; not replacement evidenceUNAVAILABLE — one-sided claim
batch52-claude-opus-4-8-vs-claude-sonnet-5-m2-r5
local one-prompt result
source=local; prompt hash=one; tools=none; n=1; production workload=not representativediagnostic only; cannot promote replacementINSUFFICIENT — sample floor not met
batch52-claude-opus-4-8-vs-claude-sonnet-5-m2-r6
missing-side fixture
Opus observation=present; Sonnet observation=missing; prompt/config hash=not pairedno aggregate verdict and keep rollback targetHOLD — asymmetric coverage

Provenance: Batch 52 claude-opus-4-8-vs-claude-sonnet-5, first-party evidence, surface verification date 2026-09-01. Anthropic Claude model documentation. Missing joins fail closed.

Canary promotion and rollback board

Frozen Batch 52 fixture board. Formula / decision rule: promote = quality floor + p95 SLO + token/error/side-effect gates + sample floor; otherwise hold or rollback Boundary: Only workload-owned observations count for release; third-party benchmark scores cannot promote traffic.

Frozen fixture / field IDJoined fields and evidenceOutputState
batch52-claude-opus-4-8-vs-claude-sonnet-5-m3-r1
1% shadow
cohort=shadow-1; prompt/tool parity=required; traffic=1%; side_effects=none; sample_floor=declareddecision=Hold until baseline and candidate hashes joinHOLD — shadow evidence pending
batch52-claude-opus-4-8-vs-claude-sonnet-5-m3-r2
5% read-only
cohort=readonly-5; tools=read; quality_floor=declared; p95=measured required; errors=trackedpromote only if all gates pass over sample floorCONDITIONAL — measured gate
batch52-claude-opus-4-8-vs-claude-sonnet-5-m3-r3
10% tool-use
cohort=tools-10; tool schema parity=required; side_effects=contained; token_delta=measured requiredrollback on schema/error/side-effect regressionGATE — tool containment
batch52-claude-opus-4-8-vs-claude-sonnet-5-m3-r4
25% coding
cohort=coding-25; prompt hash=paired; tests=required; p95=measured; sample_floor=declareddecision=Unavailable until test and latency observations joinUNAVAILABLE — cohort evidence missing
batch52-claude-opus-4-8-vs-claude-sonnet-5-m3-r5
50% mixed
cohort=mixed-50; quality floor=critical cohorts; error/side_effect state=tracked; rollback=Opushold unless every critical cohort passesHOLD — critical cohort gate
batch52-claude-opus-4-8-vs-claude-sonnet-5-m3-r6
regression
cohort=any; quality/tool/schema/error/side_effect gate=fail; rollback target=Opus 4.8 aliverollback immediately; investigate before resumingROLLBACK — gate failure

Provenance: Batch 52 claude-opus-4-8-vs-claude-sonnet-5, first-party evidence, surface verification date 2026-09-01. Anthropic Claude model documentation. Missing joins fail closed.

Method and limitations: calculations use only the displayed deterministic rule and visibly labeled assumptions. Missing provider, host, alias, version, effort, tool, modality, benchmark, workload, rate-period, or date joins fail closed. Run the claude-opus-4-8-vs-claude-sonnet-5 Batch 52 scenario →

Batch 65 · exact-pair decision contributions · verified 2026-09-07

Exact pair boundary: Anthropic; same provider, generational shift, analytical depth vs agentic coding flagship, and pricing must join. Requested models are claude-opus-4-8 and claude-sonnet-5. Provider, rate, pricing, and task pages remain fact owners.

Token pricing and 2.5x enterprise migration expenditure board

Frozen Batch 65 scenario board. Formula / deterministic rule: monthly_spend = calls * ((in_tokens * rate_in + out_tokens * rate_out) / 1M) Boundary: Owns base token tariff comparisons and upgrade budgeting.

Frozen scenario / field IDPair, identity, host, surface, and evidence fieldsResultState
batch65-claude-opus-4-8-vs-claude-sonnet-5-m1-r1
10K agentic coding tasks
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=10K agentic coding tasks; workload; prompt tokens; completion tokens; Opus 4.8 spend; Sonnet 5 spend; budget delta; cost winner; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 10K agentic coding tasks is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m1-r2
50K automated pull request reviews
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=50K automated pull request reviews; workload; prompt tokens; completion tokens; Opus 4.8 spend; Sonnet 5 spend; budget delta; cost winner; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 50K automated pull request reviews is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m1-r3
100K customer workflow orchestrations
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=100K customer workflow orchestrations; workload; prompt tokens; completion tokens; Opus 4.8 spend; Sonnet 5 spend; budget delta; cost winner; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 100K customer workflow orchestrations is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m1-r4
prompt caching active (90% read discount both)
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=prompt caching active (90% read discount both); workload; prompt tokens; completion tokens; Opus 4.8 spend; Sonnet 5 spend; budget delta; cost winner; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — prompt caching active (90% read discount both) is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m1-r5
batch processing active (50% both)
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=batch processing active (50% both); workload; prompt tokens; completion tokens; Opus 4.8 spend; Sonnet 5 spend; budget delta; cost winner; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — batch processing active (50% both) is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m1-r6
unresolved pricing currency
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=unresolved pricing currency; workload; prompt tokens; completion tokens; Opus 4.8 spend; Sonnet 5 spend; budget delta; cost winner; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — unresolved pricing currency has no matched, dated bilateral observation.FAIL CLOSED — manual, probe, or source evidence required

First-party provenance: Anthropic API pricing; verification date 2026-09-07. Missing or conflicting joins fail closed.

Context window scaling (500K vs 200K) and ingestion gate

Frozen Batch 65 scenario board. Formula / deterministic rule: eligible = (context <= 200K ? Both : (context <= 500K ? Opus : Excluded)) Boundary: Owns context scaling and capability gating for large inputs.

Frozen scenario / field IDPair, identity, host, surface, and evidence fieldsResultState
batch65-claude-opus-4-8-vs-claude-sonnet-5-m2-r1
isolated function edit (10K tokens)
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=isolated function edit (10K tokens); context size; Opus 4.8 eligible; Sonnet 5 eligible; Opus cost; Sonnet cost; context gate verdict; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — isolated function edit (10K tokens) is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m2-r2
component test suite (75K tokens)
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=component test suite (75K tokens); context size; Opus 4.8 eligible; Sonnet 5 eligible; Opus cost; Sonnet cost; context gate verdict; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — component test suite (75K tokens) is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m2-r3
full microservice code (200K boundary)
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=full microservice code (200K boundary); context size; Opus 4.8 eligible; Sonnet 5 eligible; Opus cost; Sonnet cost; context gate verdict; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — full microservice code (200K boundary) is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m2-r4
monolithic system codebase (450K tokens)
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=monolithic system codebase (450K tokens); context size; Opus 4.8 eligible; Sonnet 5 eligible; Opus cost; Sonnet cost; context gate verdict; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — monolithic system codebase (450K tokens) is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m2-r5
500K full context saturation test
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=500K full context saturation test; context size; Opus 4.8 eligible; Sonnet 5 eligible; Opus cost; Sonnet cost; context gate verdict; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 500K full context saturation test is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m2-r6
unsupported archive payload format
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=unsupported archive payload format; context size; Opus 4.8 eligible; Sonnet 5 eligible; Opus cost; Sonnet cost; context gate verdict; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — unsupported archive payload format has no matched, dated bilateral observation.FAIL CLOSED — manual, probe, or source evidence required

First-party provenance: Anthropic Claude model documentation; verification date 2026-09-07. Missing or conflicting joins fail closed.

Agent tool calling reliability and developer productivity ROI

Frozen Batch 65 scenario board. Formula / deterministic rule: roi = developer_time_saved - ((in_tokens * rate_in + out_tokens * rate_out) / 1M) Boundary: Owns developer productivity modeling and tool loop execution ROI.

Frozen scenario / field IDPair, identity, host, surface, and evidence fieldsResultState
batch65-claude-opus-4-8-vs-claude-sonnet-5-m3-r1
single-file bug patch (Sonnet optimal)
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=single-file bug patch (Sonnet optimal); development task; Sonnet 5 fit; Opus 4.8 fit; cost comparison; time saved value; productivity winner; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — single-file bug patch (Sonnet optimal) is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m3-r2
multi-file refactoring loop (Sonnet optimal)
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=multi-file refactoring loop (Sonnet optimal); development task; Sonnet 5 fit; Opus 4.8 fit; cost comparison; time saved value; productivity winner; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — multi-file refactoring loop (Sonnet optimal) is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m3-r3
deep mathematical theorem proof (Opus optimal)
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=deep mathematical theorem proof (Opus optimal); development task; Sonnet 5 fit; Opus 4.8 fit; cost comparison; time saved value; productivity winner; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — deep mathematical theorem proof (Opus optimal) is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m3-r4
complex architectural compliance audit
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=complex architectural compliance audit; development task; Sonnet 5 fit; Opus 4.8 fit; cost comparison; time saved value; productivity winner; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — complex architectural compliance audit is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m3-r5
agent loop runaway circuit breaker
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=agent loop runaway circuit breaker; development task; Sonnet 5 fit; Opus 4.8 fit; cost comparison; time saved value; productivity winner; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — agent loop runaway circuit breaker is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch65-claude-opus-4-8-vs-claude-sonnet-5-m3-r6
unresolved developer hourly rate
pair=claude-opus-4-8 vs claude-sonnet-5; provider=Anthropic; hostA=api.anthropic.com; hostB=api.anthropic.com; surfaceA=Anthropic Messages API; surfaceB=Anthropic Messages API; requested/effective IDs=claude-opus-4-8,claude-sonnet-5; scenario=unresolved developer hourly rate; development task; Sonnet 5 fit; Opus 4.8 fit; cost comparison; time saved value; productivity winner; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — unresolved developer hourly rate has no matched, dated bilateral observation.FAIL CLOSED — manual, probe, or source evidence required

First-party provenance: Anthropic Claude documentation; verification date 2026-09-07. Missing or conflicting joins fail closed.

Method and limitations: formulas are deterministic; observed and assumed inputs are labeled; no missing provider, host, account, region, realm, alias, snapshot, revision, weight, artifact, control, tool, modality, workload, rate-period, timestamp, or result is transferred. Run the claude-opus-4-8-vs-claude-sonnet-5 Batch 65 scenario →

How do Claude Opus 4.8 and Claude Sonnet 5 compare on specs?

Claude Opus 4.8Claude Sonnet 5
Price (input)$5.00/M$2.00/M
Price (output)$25.00/M$10.00/M
Blended price$10.00/M$4.00/M
Context window500,000 tokens500,000 tokens
Max output64,000 tokens64,000 tokens
Modalitiestext, visiontext, vision
Reasoning modeYesYes
Released2026-042026-06
Speed58 t/sNot measured

How much do Claude Opus 4.8 and Claude Sonnet 5 cost at scale?

Tokens / monthClaude Opus 4.8Claude Sonnet 5Delta
1,000,000$10.00$4.00$6.00 (2.5×)
10,000,000$100.00$40.00$60.00 (2.5×)
100,000,000$1000.00$400.00$600.00 (2.5×)

Choose Claude Opus 4.8 if…

  • Elite coding and multi-step reasoning
  • Strong instruction following on ambiguous prompts
  • Extended-thinking mode
  • Complex, multi-step tasks where Fable 5’s premium isn’t justified.

Choose Claude Sonnet 5 if…

  • Frontier intelligence at Sonnet economics
  • Fast interactive coding performance
  • Reliable structured output and extended thinking
  • Production workloads that need near-Opus quality with better speed and cost.

Run this exact matchup right now

Send the same prompt to Claude Opus 4.8 and Claude Sonnet 5 side by side and see the outputs yourself.

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What are common questions about Claude Opus 4.8 and Claude Sonnet 5?

Is Claude Opus 4.8 cheaper than Claude Sonnet 5?

Claude Sonnet 5 is cheaper, at $4.00 per million blended tokens vs $10.00 for Claude Opus 4.8.

Which has the bigger context window, Claude Opus 4.8 or Claude Sonnet 5?

Both models support 500,000 tokens of context.

Can Claude Opus 4.8 replace Claude Sonnet 5 for coding?

Both are viable for coding. Elite coding and multi-step reasoning (Claude Opus 4.8) vs Frontier intelligence at Sonnet economics (Claude Sonnet 5) — pick based on which strength matters more for your workload.

Neither of these? See Claude Opus 4.8 alternatives or Claude Sonnet 5 alternatives.

What related comparisons help choose between Claude Opus 4.8 and Claude Sonnet 5?

Claude Opus 4.8 pricingClaude Sonnet 5 pricingvs Claude Opus 4vs DeepSeek V4 Provs Gemini 3.1 Provs Gemini 3.7 FlashPremium model tests

Pricing verified 2026-06-07. Specs verified 2026-08-14.